{
 "cells": [
  {
   "cell_type": "code",
   "id": "initial_id",
   "metadata": {
    "collapsed": true,
    "ExecuteTime": {
     "end_time": "2025-02-05T07:22:24.328852Z",
     "start_time": "2025-02-05T07:22:24.323293Z"
    }
   },
   "source": [
    "# 导入模块\n",
    "import matplotlib.pyplot as plt"
   ],
   "outputs": [],
   "execution_count": 2
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-06T01:31:47.371164Z",
     "start_time": "2025-01-06T01:31:47.332271Z"
    }
   },
   "cell_type": "code",
   "source": [
    "x = range(1,8) # x轴的位置\n",
    "y = [17, 17, 18, 15, 11, 11, 13]\n",
    "# 传入x和y, 通过plot画折线图\n",
    "plt.plot(x,y)\n",
    "plt.show()"
   ],
   "id": "38642eecfde4f826",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 4
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "#### 7.2 设置折线图的颜色、透明度、线宽、线型",
   "id": "cc47f56e0a9364bf"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-06T01:32:10.747527Z",
     "start_time": "2025-01-06T01:32:10.707852Z"
    }
   },
   "cell_type": "code",
   "source": [
    "\n",
    "x = range(1,8) # x轴的位置\n",
    "y = [17, 17, 18, 15, 11, 11, 13]\n",
    "# 传入x和y, 通过plot画折线图\n",
    "plt.plot(x, y, color='red',alpha=0.5,linestyle='--',linewidth=3) \n",
    "plt.show()"
   ],
   "id": "4e062deef3fec662",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 5
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-06T01:36:43.721141Z",
     "start_time": "2025-01-06T01:36:43.680917Z"
    }
   },
   "cell_type": "code",
   "source": [
    "#折点样式\n",
    "x = range(1,8) # x轴的位置\n",
    "y = [17, 17, 18, 15, 11, 11, 13]\n",
    "# 传入x和y, 通过plot画折线图\n",
    "plt.plot(x, y, marker='o') \n",
    "plt.show()"
   ],
   "id": "f6bd7a08a963f98b",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 8
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-06T01:43:00.595829Z",
     "start_time": "2025-01-06T01:43:00.531943Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 7.4设置的图片的大小和保存\n",
    "import random\n",
    "x = range(2,26,2) # x轴的位置\n",
    "y = [random.randint(15, 30) for i in x]\n",
    "#设置画布\n",
    "plt.figure(figsize=(20,8),dpi=80)\n",
    "plt.plot(x,y)\n",
    "# plt.savefig('t1.png') #保存图片\n",
    "plt.savefig('t1.svg') #保存矢量图"
   ],
   "id": "419f7377b5996382",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 11
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-06T01:51:51.084656Z",
     "start_time": "2025-01-06T01:51:51.014256Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 7.5 绘制x轴和y轴的刻度\n",
    "x = range(2,26,2) # x轴的位置\n",
    "y = [random.randint(15, 30) for i in x] \n",
    "plt.figure(figsize=(20,8),dpi=80)\n",
    "# 构造x轴刻度标签\n",
    "# 构造x轴刻度标签\n",
    "x_ticks_label = [f\"{i}:00\" for i in x]\n",
    "plt.xticks(x,x_ticks_label,rotation = 45) #rotation = 45 让字旋转45度\n",
    "\n",
    "# 设置y轴的刻度标签\n",
    "y_ticks_label = [\"{}℃\".format(i) for i in range(min(y),max(y)+1)]\n",
    "print(y_ticks_label)\n",
    "plt.yticks(range(min(y),max(y)+1),y_ticks_label)\n",
    "\n",
    "plt.plot(x,y)\n",
    "plt.show()"
   ],
   "id": "8c2c0a245f2fbcaa",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['15℃', '16℃', '17℃', '18℃', '19℃', '20℃', '21℃', '22℃', '23℃', '24℃', '25℃', '26℃', '27℃', '28℃', '29℃']\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 20
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-06T01:57:29.282701Z",
     "start_time": "2025-01-06T01:57:29.218260Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 7.6设置显示中文\n",
    "x = range(0,120)\n",
    "y = [random.randint(10,30) for i in range(120)]\n",
    "\n",
    "plt.figure(figsize=(20,8),dpi=80) \n",
    "plt.plot(x,y)\n",
    "from matplotlib import font_manager\n",
    "my_font = font_manager.FontProperties(fname='C:\\\\Windows\\\\Fonts\\\\simsun.ttc',size=18) \n",
    "plt.xlabel('时间',rotation=45,fontproperties=my_font)\n",
    "plt.ylabel(\"次数\",fontproperties=my_font)\n",
    "\n",
    "# 设置标题\n",
    "plt.title('每分钟跳动次数',color='red',fontproperties=my_font)\n",
    "\n",
    "plt.show()"
   ],
   "id": "29ba9437ba79219c",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 24
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-06T02:01:15.454027Z",
     "start_time": "2025-01-06T02:01:15.379975Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 7.7一图多线\n",
    "\n",
    "y1 = [1, 0, 1, 1, 2, 4, 3, 4, 4, 5, 6, 5, 4, 3, 3, 1, 1, 1, 1, 1]\n",
    "y2 = [1, 0, 3, 1, 2, 2, 3, 4, 3, 2, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1]\n",
    "\n",
    "x = range( 11, 31 )  # # 设置图形\n",
    "plt.figure( figsize=(20, 8), dpi=80 )  # 设置画布大小\n",
    "plt.plot( x, y1, color='red', label='自己' )\n",
    "plt.plot( x, y2, color='blue', label='同事' )\n",
    "# 设置x轴刻度\n",
    "xtick_labels = ['{}岁'.format( i ) for i in x]\n",
    "my_font = font_manager.FontProperties( fname='C:\\\\Windows\\\\Fonts\\\\simsun.ttc', size=18 )\n",
    "plt.xticks( x, xtick_labels, fontproperties=my_font, rotation=45 )\n",
    "# 绘制网格（网格也是可以设置线的样式)\n",
    "# alpha=0.4 设置透明度\n",
    "plt.grid( alpha=0.4 )\n",
    "\n",
    "#  添加图例(注意：只有在这里需要添加prop参数是显示中文，其他的都用fontproperties) # 设置位置loc : upper left、 lower left、 center left、 upper center\n",
    "plt.legend( prop=my_font, loc='upper left' )\n",
    "\n",
    "# 展示\n",
    "plt.show()"
   ],
   "id": "eb01ecbaed2c672c",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 28
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-06T02:29:57.382554Z",
     "start_time": "2025-01-06T02:29:57.274512Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 7.8拓展（一图多个坐标系子图）\n",
    "import numpy as np\n",
    "\n",
    "x  =  np.arange(1,  100) #划分子图\n",
    "fig,axes=plt.subplots(2,2)\n",
    "ax1=axes[0,0]\n",
    "ax2=axes[0,1] \n",
    "ax3=axes[1,0] \n",
    "ax4=axes[1,1]\n",
    "\n",
    "# fig=plt.figure(figsize=(20,10),dpi=80) #作图1\n",
    "ax1.plot(x, x) # 作 图 2 \n",
    "ax2.plot(x, -x) #作图3\n",
    "ax3.plot(x, x**2)\n",
    "ax3.grid(color='r', linestyle='--', linewidth=1,alpha=0.3) #作图4\n",
    "ax4.plot(x, np.log(x)) \n",
    "plt.show()"
   ],
   "id": "ac5cc657dce6147",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 4 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 31
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-06T02:32:34.316085Z",
     "start_time": "2025-01-06T02:32:34.190349Z"
    }
   },
   "cell_type": "code",
   "source": [
    "x = np.arange(1,100)\n",
    "#新建figure对象\n",
    "fig=plt.figure(figsize=(20,10),dpi=80) #新建子图1\n",
    "ax1=fig.add_subplot(2,2,1)\n",
    "ax1.plot(x, x)\n",
    "#新建子图2\n",
    "ax3=fig.add_subplot(2,2,2) \n",
    "ax3.plot(x, x**2)\n",
    "ax3.grid(color='r', linestyle='--', linewidth=1,alpha=0.3)\n",
    "# 新 建 子 图 3\n",
    "ax4=fig.add_subplot(2,2,3)\n",
    "ax4.plot(x, np.log(x)) \n",
    "# 新 建 子 图 4\n",
    "ax2=fig.add_subplot(2,2,4)\n",
    "ax2.plot(x, -x) \n",
    "plt.show()"
   ],
   "id": "5b7623a097dd6832",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x800 with 4 Axes>"
      ],
      "image/png": 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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 33
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 8.绘制散点图",
   "id": "1a135ee49f5d2c83"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-06T02:36:25.767673Z",
     "start_time": "2025-01-06T02:36:25.692363Z"
    }
   },
   "cell_type": "code",
   "source": [
    "y = [11, 17, 16, 11, 12, 11, 12, 6, 6, 7, 8, 9, 12, 15, 14, 17, 18, 21, 16, 17, 20, 14, 15, 15, 15, 19, 21, 22, 22, 22,\n",
    "     23]\n",
    "x = range( 1, 32 )\n",
    "\n",
    "# 设置图形大小\n",
    "plt.figure( figsize=(20, 8), dpi=80 )\n",
    "# 使用scatter绘制散点图\n",
    "plt.scatter( x, y, label='3月份' )\n",
    "# 调整x轴的刻度\n",
    "my_font = font_manager.FontProperties( fname='C:\\\\Windows\\\\Fonts\\\\simsun.ttc', size=10 )\n",
    "\n",
    "_xticks_labels = ['3月{}日'.format( i ) for i in x]\n",
    "\n",
    "plt.xticks( x[::3], _xticks_labels[::3], fontproperties=my_font, rotation=45 )\n",
    "plt.xlabel( ' 日 期 ', fontproperties=my_font )\n",
    "plt.ylabel( '温度', fontproperties=my_font )\n",
    "plt.grid( alpha=0.4 )\n",
    "# 图 例\n",
    "plt.legend( prop=my_font )\n",
    "plt.show()"
   ],
   "id": "d54aceae13b4efcb",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 37
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 9.绘制条形图",
   "id": "8e57c0ea4a9cddce"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-06T02:44:14.721979Z",
     "start_time": "2025-01-06T02:44:14.669941Z"
    }
   },
   "cell_type": "code",
   "source": [
    "my_font =  font_manager.FontProperties(fname='C:\\\\Windows\\\\Fonts\\\\simsun.ttc',size=16)\n",
    "a = ['流浪地球','疯狂的外星人','飞驰人生','大黄蜂','熊出没·原始时代','新喜剧之王']\n",
    "b = [38.13,19.85,14.89,11.36,6.47,5.93]\n",
    "\n",
    "plt.figure(figsize=(20,8),dpi=80) # 设置画布大小\n",
    "\n",
    "# 绘制条形图的方法\n",
    "'''\n",
    "width=0.3  条形的宽度\n",
    "'''\n",
    "rects = plt.bar(range(len(a)),b,width=0.3,color='r') # 绘制条形图\n",
    "plt.xticks(range(len(a)),a,fontproperties=my_font,rotation=45) # 设置x轴的标签\n",
    "for rect in rects:\n",
    "    height = rect.get_height() # 获取条形的高度\n",
    "    plt.text(rect.get_x()+rect.get_width()/2,height+0.5,'%.2f'%height,ha='center',va='bottom',fontproperties=my_font) # 设置条形的数值\n",
    "\n",
    "plt.show()"
   ],
   "id": "86c292d289d31524",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 47
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 10 直方图",
   "id": "293fe46528d9cd50"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-06T02:49:36.547936Z",
     "start_time": "2025-01-06T02:49:36.538424Z"
    }
   },
   "cell_type": "code",
   "source": [
    "time = [131,   98,    125,   131,   124,   139,   131, 117, 128, 108, 135, 138, 131, 102, 107, 114,\n",
    "119,   128,   121,   142,   127,   130,   124, 101, 110, 116, 117, 110, 128, 128, 115,   99,\n",
    "136,   126,   134,   95,    138,   117,   111,78, 132, 124, 113, 150, 110, 117,  86,    95, 144,\n",
    "105, 126, 130,126, 130, 126, 116, 123, 106, 112, 138, 123, 86, 101,   99, 136,123,\n",
    "117,   119,   105,   137, 123, 128, 125, 104, 109, 134, 125, 127,105, 120,  107,   129, 116,\n",
    "108,   132,   103,   136, 118, 102, 120, 114,105, 115, 132, 145, 119, 121,  112,   139, 125,\n",
    "138,   109,   132,   134,156, 106, 117, 127, 144, 139, 139, 119, 140,   83,    110,   102,123,\n",
    "107,   143,   115,   136, 118, 139, 123, 112, 118, 125, 109, 119, 133,112,  114,   122, 109,\n",
    "106,   123,   116,   131,   127, 115, 118, 112, 135,115,   146,   137,   116,   103,   144,   83,    123,\n",
    "111,   110,   111,   100,   154,136, 100, 118, 119, 133,   134,   106,   129,   126,   110,   111,   109,\n",
    "141,120, 117, 106, 149, 122, 122, 110, 118, 127, 121, 114, 125, 126,114, 140, 103,\n",
    "130,   141, 117, 106, 114, 121, 114, 133, 137,    92,121,    112,   146,   97,    137, 105,  98,\n",
    "117,   112,   81,    97, 139, 113,134, 106, 144, 110, 137,  137,   111,   104,   117, 100, 111,\n",
    "101,   110,105, 129, 137, 112, 120, 113, 133, 112,    83,    94,    146,   133,   101,131, 116,\n",
    "111,   84, 137, 115, 122, 106, 144, 109, 123, 116, 111,111, 133, 150]\n",
    "\n",
    "# 创建画布\n",
    "\n"
   ],
   "id": "9bb27ec6cc740e06",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "156 78\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 2000x800 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 50
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-06T02:50:56.625136Z",
     "start_time": "2025-01-06T02:50:56.465535Z"
    }
   },
   "cell_type": "code",
   "source": [
    "plt.figure(figsize=(20, 8), dpi=100) # 3）绘制直方图\n",
    "print(max(time),min(time))\n",
    "# 设置组距\n",
    "distance = 2\n",
    "# 计算组数\n",
    "group_num = int((max(time) - min(time)) / distance) # 绘制直方图\n",
    "plt.hist(time, bins=group_num)\n",
    "\n",
    "# 修改x轴刻度显示\n",
    "plt.xticks(range(min(time), max(time))[::2])\n",
    "plt.yticks(range(0, 20, 1))\n",
    "\n",
    "# 添加网格显示\n",
    "plt.grid(linestyle=\"--\", alpha=0.5)\n",
    "\n",
    "#添 加 x,  y 轴 描 述 信 息\n",
    "plt.xlabel(\"电影时长大小\",fontproperties=my_font)\n",
    "plt.ylabel(\"电影的数据量\",fontproperties=my_font)\n",
    "# 4）显示图像\n",
    "plt.show()"
   ],
   "id": "4bb43ece5c4d7076",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "156 78\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 2000x800 with 1 Axes>"
      ],
      "image/png": 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AAAAAAAAAVAGTKwAAAAAAAAAAAAAAAFXA5AoAAAAAAAAAAAAAAIBUzv8P7bzNDbHv6+UAAAAASUVORK5CYII="
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 55
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 11 饼图",
   "id": "303799c3223df628"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-06T02:55:45.306556Z",
     "start_time": "2025-01-06T02:55:45.236817Z"
    }
   },
   "cell_type": "code",
   "source": [
    "import matplotlib\n",
    "label_list = [\"第一部分\", \"第二部分\", \"第三部分\"]  # 各部分标签\n",
    "size = [55, 35, 10]    # 各部分大小\n",
    "color = [\"red\", \"green\", \"blue\"]   # 各部分颜色\n",
    "explode = [0, 0.05, 0] # 各部分突出值\n",
    "# 绘制饼图\n",
    "plt.figure(figsize=(20, 8), dpi=100)\n",
    "# plt.pie(size, labels=label_list, colors=color, explode=explode, autopct='%1.1f%%', shadow=True, startangle=140)\n",
    "matplotlib.rcParams['font.sans-serif']=['SimHei']\n",
    "patches, l_text, p_text = plt.pie(size,explode=explode, colors=color, labels=label_list,\n",
    "                                  labeldistance=1.1, autopct=\"%1.1f%%\", shadow=True, startangle=90, pctdistance=0.5)\n",
    "plt.axis(\"equal\")  # 设置横轴和纵轴大小相等，这样饼才是圆的\n",
    "plt.legend()\n",
    "plt.show()"
   ],
   "id": "1fa4fdca53e6533",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 2000x800 with 1 Axes>"
      ],
      "image/png": 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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 65
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
